Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 2918 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 267 |
| Duplicate rows (%) | 9.2% |
| Total size in memory | 319.3 KiB |
| Average record size in memory | 112.0 B |
Variable types
| NUM | 10 |
|---|---|
| CAT | 3 |
| BOOL | 1 |
| Dataset has 267 (9.2%) duplicate rows | Duplicates |
Einzug is highly correlated with AnzGesperrtFs | High correlation |
AnzGesperrtFs is highly correlated with Einzug | High correlation |
Duration is highly skewed (γ1 = 41.99159887) | Skewed |
TempDist has 2436 (83.5%) zeros | Zeros |
SpatDist has 2529 (86.7%) zeros | Zeros |
Length has 819 (28.1%) zeros | Zeros |
Duration has 469 (16.1%) zeros | Zeros |
Reproduction
| Analysis started | 2020-10-20 15:51:55.611789 |
|---|---|
| Analysis finished | 2020-10-20 15:52:10.463382 |
| Duration | 14.85 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
TempExMax
Real number (ℝ≥0)
| Distinct | 207 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 189.283756 |
|---|---|
| Minimum | 9 |
| Maximum | 1326 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 42 |
| median | 111 |
| Q3 | 231 |
| 95-th percentile | 654 |
| Maximum | 1326 |
| Range | 1317 |
| Interquartile range (IQR) | 189 |
Descriptive statistics
| Standard deviation | 224.7888134 |
|---|---|
| Coefficient of variation (CV) | 1.187575829 |
| Kurtosis | 6.945236247 |
| Mean | 189.283756 |
| Median Absolute Deviation (MAD) | 78 |
| Skewness | 2.405027055 |
| Sum | 552330 |
| Variance | 50530.01064 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 15 | 172 | 5.9% | |
| 36 | 87 | 3.0% | |
| 21 | 75 | 2.6% | |
| 189 | 73 | 2.5% | |
| 24 | 70 | 2.4% | |
| 60 | 60 | 2.1% | |
| 18 | 54 | 1.9% | |
| 48 | 54 | 1.9% | |
| 30 | 51 | 1.7% | |
| 27 | 47 | 1.6% | |
| Other values (197) | 2175 | 74.5% |
| Value | Count | Frequency (%) | |
| 9 | 38 | 1.3% | |
| 12 | 27 | 0.9% | |
| 15 | 172 | 5.9% | |
| 18 | 54 | 1.9% | |
| 21 | 75 | 2.6% |
| Value | Count | Frequency (%) | |
| 1326 | 6 | 0.2% | |
| 1323 | 19 | 0.7% | |
| 1320 | 1 | < 0.1% | |
| 1194 | 1 | < 0.1% | |
| 1116 | 12 | 0.4% |
SpatExMax
Real number (ℝ≥0)
| Distinct | 1178 |
|---|---|
| Distinct (%) | 40.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11529.66278 |
|---|---|
| Minimum | 699 |
| Maximum | 220501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 699 |
|---|---|
| 5-th percentile | 1453 |
| Q1 | 2831 |
| median | 5472.5 |
| Q3 | 12499 |
| 95-th percentile | 33270.55 |
| Maximum | 220501 |
| Range | 219802 |
| Interquartile range (IQR) | 9668 |
Descriptive statistics
| Standard deviation | 23039.11053 |
|---|---|
| Coefficient of variation (CV) | 1.998246694 |
| Kurtosis | 53.56709803 |
| Mean | 11529.66278 |
| Median Absolute Deviation (MAD) | 3246.5 |
| Skewness | 6.824105169 |
| Sum | 33643556 |
| Variance | 530800614.2 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2831 | 139 | 4.8% | |
| 1926 | 59 | 2.0% | |
| 1014 | 39 | 1.3% | |
| 2908 | 28 | 1.0% | |
| 8459 | 24 | 0.8% | |
| 3306 | 20 | 0.7% | |
| 2226 | 19 | 0.7% | |
| 189730 | 17 | 0.6% | |
| 1903 | 15 | 0.5% | |
| 11282 | 14 | 0.5% | |
| Other values (1168) | 2544 | 87.2% |
| Value | Count | Frequency (%) | |
| 699 | 1 | < 0.1% | |
| 902 | 2 | 0.1% | |
| 951 | 1 | < 0.1% | |
| 965 | 2 | 0.1% | |
| 991 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 220501 | 7 | 0.2% | |
| 219082 | 8 | 0.3% | |
| 189730 | 17 | 0.6% | |
| 125909 | 5 | 0.2% | |
| 66011 | 1 | < 0.1% |
| Distinct | 30 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.809801234 |
|---|---|
| Minimum | 0 |
| Maximum | 29 |
| Zeros | 2436 |
| Zeros (%) | 83.5% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 14 |
| Maximum | 29 |
| Range | 29 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 5.109545259 |
|---|---|
| Coefficient of variation (CV) | 2.82326322 |
| Kurtosis | 10.49844062 |
| Mean | 1.809801234 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.26262935 |
| Sum | 5281 |
| Variance | 26.10745275 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) | |
| 0 | 2436 | 83.5% | |
| 7 | 37 | 1.3% | |
| 3 | 36 | 1.2% | |
| 6 | 35 | 1.2% | |
| 9 | 33 | 1.1% | |
| 8 | 30 | 1.0% | |
| 2 | 29 | 1.0% | |
| 5 | 23 | 0.8% | |
| 1 | 22 | 0.8% | |
| 4 | 20 | 0.7% | |
| Other values (20) | 217 | 7.4% |
| Value | Count | Frequency (%) | |
| 0 | 2436 | 83.5% | |
| 1 | 22 | 0.8% | |
| 2 | 29 | 1.0% | |
| 3 | 36 | 1.2% | |
| 4 | 20 | 0.7% |
| Value | Count | Frequency (%) | |
| 29 | 3 | 0.1% | |
| 28 | 9 | 0.3% | |
| 27 | 9 | 0.3% | |
| 26 | 6 | 0.2% | |
| 25 | 10 | 0.3% |
| Distinct | 244 |
|---|---|
| Distinct (%) | 8.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.23372173 |
|---|---|
| Minimum | 0 |
| Maximum | 993 |
| Zeros | 2529 |
| Zeros (%) | 86.7% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 473 |
| Maximum | 993 |
| Range | 993 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 164.4138263 |
|---|---|
| Coefficient of variation (CV) | 3.272977208 |
| Kurtosis | 13.36002561 |
| Mean | 50.23372173 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.677628096 |
| Sum | 146582 |
| Variance | 27031.90627 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2529 | 86.7% | |
| 576 | 42 | 1.4% | |
| 92 | 38 | 1.3% | |
| 431 | 6 | 0.2% | |
| 1 | 5 | 0.2% | |
| 220 | 4 | 0.1% | |
| 120 | 4 | 0.1% | |
| 588 | 3 | 0.1% | |
| 68 | 3 | 0.1% | |
| 182 | 3 | 0.1% | |
| Other values (234) | 281 | 9.6% |
| Value | Count | Frequency (%) | |
| 0 | 2529 | 86.7% | |
| 1 | 5 | 0.2% | |
| 2 | 3 | 0.1% | |
| 3 | 2 | 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 993 | 1 | < 0.1% | |
| 992 | 1 | < 0.1% | |
| 991 | 1 | < 0.1% | |
| 986 | 1 | < 0.1% | |
| 984 | 1 | < 0.1% |
Coverage
Real number (ℝ≥0)
| Distinct | 95 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.86326251 |
|---|---|
| Minimum | 2 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 27 |
| median | 45 |
| Q3 | 65 |
| 95-th percentile | 84 |
| Maximum | 100 |
| Range | 98 |
| Interquartile range (IQR) | 38 |
Descriptive statistics
| Standard deviation | 24.01912192 |
|---|---|
| Coefficient of variation (CV) | 0.5125362733 |
| Kurtosis | -0.8816568474 |
| Mean | 46.86326251 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 0.2876203236 |
| Sum | 136747 |
| Variance | 576.9182179 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 83 | 145 | 5.0% | |
| 84 | 75 | 2.6% | |
| 20 | 66 | 2.3% | |
| 45 | 64 | 2.2% | |
| 100 | 60 | 2.1% | |
| 28 | 59 | 2.0% | |
| 18 | 57 | 2.0% | |
| 25 | 56 | 1.9% | |
| 24 | 52 | 1.8% | |
| 34 | 52 | 1.8% | |
| Other values (85) | 2232 | 76.5% |
| Value | Count | Frequency (%) | |
| 2 | 7 | 0.2% | |
| 4 | 11 | 0.4% | |
| 5 | 24 | 0.8% | |
| 6 | 3 | 0.1% | |
| 7 | 9 | 0.3% |
| Value | Count | Frequency (%) | |
| 100 | 60 | 2.1% | |
| 99 | 3 | 0.1% | |
| 97 | 4 | 0.1% | |
| 95 | 7 | 0.2% | |
| 94 | 7 | 0.2% |
TimeLossCar
Real number (ℝ≥0)
| Distinct | 767 |
|---|---|
| Distinct (%) | 26.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1489.782728 |
|---|---|
| Minimum | 1000 |
| Maximum | 1999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 1043 |
| Q1 | 1229.25 |
| median | 1467 |
| Q3 | 1748.75 |
| 95-th percentile | 1952 |
| Maximum | 1999 |
| Range | 999 |
| Interquartile range (IQR) | 519.5 |
Descriptive statistics
| Standard deviation | 292.5070139 |
|---|---|
| Coefficient of variation (CV) | 0.1963420628 |
| Kurtosis | -1.195189501 |
| Mean | 1489.782728 |
| Median Absolute Deviation (MAD) | 257.5 |
| Skewness | 0.04494495369 |
| Sum | 4347186 |
| Variance | 85560.35319 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1467 | 139 | 4.8% | |
| 1105 | 60 | 2.1% | |
| 1127 | 47 | 1.6% | |
| 1189 | 24 | 0.8% | |
| 1043 | 23 | 0.8% | |
| 1673 | 22 | 0.8% | |
| 1022 | 22 | 0.8% | |
| 1593 | 19 | 0.7% | |
| 1778 | 19 | 0.7% | |
| 1468 | 19 | 0.7% | |
| Other values (757) | 2524 | 86.5% |
| Value | Count | Frequency (%) | |
| 1000 | 4 | 0.1% | |
| 1001 | 4 | 0.1% | |
| 1002 | 1 | < 0.1% | |
| 1003 | 1 | < 0.1% | |
| 1004 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1999 | 4 | 0.1% | |
| 1998 | 2 | 0.1% | |
| 1997 | 10 | 0.3% | |
| 1996 | 5 | 0.2% | |
| 1995 | 3 | 0.1% |
TimeLossHGV
Real number (ℝ≥0)
| Distinct | 472 |
|---|---|
| Distinct (%) | 16.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 739.3618917 |
|---|---|
| Minimum | 500 |
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 524 |
| Q1 | 622 |
| median | 739 |
| Q3 | 863 |
| 95-th percentile | 968 |
| Maximum | 999 |
| Range | 499 |
| Interquartile range (IQR) | 241 |
Descriptive statistics
| Standard deviation | 141.4989105 |
|---|---|
| Coefficient of variation (CV) | 0.1913797723 |
| Kurtosis | -1.17594884 |
| Mean | 739.3618917 |
| Median Absolute Deviation (MAD) | 121 |
| Skewness | 0.09722089056 |
| Sum | 2157458 |
| Variance | 20021.94167 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 739 | 141 | 4.8% | |
| 630 | 67 | 2.3% | |
| 913 | 43 | 1.5% | |
| 798 | 30 | 1.0% | |
| 919 | 30 | 1.0% | |
| 566 | 27 | 0.9% | |
| 678 | 23 | 0.8% | |
| 691 | 21 | 0.7% | |
| 680 | 20 | 0.7% | |
| 958 | 20 | 0.7% | |
| Other values (462) | 2496 | 85.5% |
| Value | Count | Frequency (%) | |
| 500 | 4 | 0.1% | |
| 502 | 12 | 0.4% | |
| 503 | 2 | 0.1% | |
| 504 | 3 | 0.1% | |
| 505 | 4 | 0.1% |
| Value | Count | Frequency (%) | |
| 999 | 1 | < 0.1% | |
| 997 | 2 | 0.1% | |
| 996 | 4 | 0.1% | |
| 995 | 4 | 0.1% | |
| 994 | 2 | 0.1% |
Strasse
Categorical
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.8 KiB |
| A 3 | |
|---|---|
| A 9 | |
| A 7 | |
| A 99 | |
| A 96 | |
| Other values (12) |
| Value | Count | Frequency (%) | |
| A 3 | 992 | 34.0% | |
| A 9 | 598 | 20.5% | |
| A 7 | 270 | 9.3% | |
| A 99 | 246 | 8.4% | |
| A 96 | 189 | 6.5% | |
| A 6 | 186 | 6.4% | |
| A 93 | 144 | 4.9% | |
| A 73 | 80 | 2.7% | |
| A 92 | 79 | 2.7% | |
| A 70 | 51 | 1.7% | |
| Other values (7) | 83 | 2.8% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.305003427 |
| Min length | 3 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.8 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | 11 |
| 3 | 2 |
| Value | Count | Frequency (%) | |
| 1 | 2003 | 68.6% | |
| 0 | 902 | 30.9% | |
| 2 | 11 | 0.4% | |
| 3 | 2 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.541466758 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 1.646354834 |
|---|---|
| Coefficient of variation (CV) | 0.6477971149 |
| Kurtosis | -1.263833105 |
| Mean | 2.541466758 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.6838487736 |
| Sum | 7416 |
| Variance | 2.710484238 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 2 | 1031 | 35.3% | |
| 1 | 1013 | 34.7% | |
| 5 | 859 | 29.4% | |
| 3 | 14 | 0.5% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1013 | 34.7% | |
| 2 | 1031 | 35.3% | |
| 3 | 14 | 0.5% | |
| 4 | 1 | < 0.1% | |
| 5 | 859 | 29.4% |
| Value | Count | Frequency (%) | |
| 5 | 859 | 29.4% | |
| 4 | 1 | < 0.1% | |
| 3 | 14 | 0.5% | |
| 2 | 1031 | 35.3% | |
| 1 | 1013 | 34.7% |
Richtung
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.8 KiB |
| 1 | |
|---|---|
| 0 | 61 |
| Value | Count | Frequency (%) | |
| 1 | 2857 | 97.9% | |
| 0 | 61 | 2.1% |
| Distinct | 1305 |
|---|---|
| Distinct (%) | 44.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 905.4996573 |
|---|---|
| Minimum | 0 |
| Maximum | 21032 |
| Zeros | 819 |
| Zeros (%) | 28.1% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 301.5 |
| Q3 | 1168.25 |
| 95-th percentile | 3708.55 |
| Maximum | 21032 |
| Range | 21032 |
| Interquartile range (IQR) | 1168.25 |
Descriptive statistics
| Standard deviation | 1558.453637 |
|---|---|
| Coefficient of variation (CV) | 1.721097986 |
| Kurtosis | 27.96734001 |
| Mean | 905.4996573 |
| Median Absolute Deviation (MAD) | 301.5 |
| Skewness | 4.126283161 |
| Sum | 2642248 |
| Variance | 2428777.738 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 819 | 28.1% | |
| 100 | 17 | 0.6% | |
| 150 | 12 | 0.4% | |
| 200 | 12 | 0.4% | |
| 52 | 9 | 0.3% | |
| 400 | 9 | 0.3% | |
| 65 | 8 | 0.3% | |
| 500 | 8 | 0.3% | |
| 300 | 8 | 0.3% | |
| 97 | 7 | 0.2% | |
| Other values (1295) | 2009 | 68.8% |
| Value | Count | Frequency (%) | |
| 0 | 819 | 28.1% | |
| 8 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 26 | 2 | 0.1% | |
| 27 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 21032 | 1 | < 0.1% | |
| 16426 | 1 | < 0.1% | |
| 15813 | 1 | < 0.1% | |
| 14185 | 1 | < 0.1% | |
| 13800 | 1 | < 0.1% |
| Distinct | 501 |
|---|---|
| Distinct (%) | 17.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 247.0493489 |
|---|---|
| Minimum | 0 |
| Maximum | 187650 |
| Zeros | 469 |
| Zeros (%) | 16.1% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 29 |
| Q3 | 97 |
| 95-th percentile | 540.6 |
| Maximum | 187650 |
| Range | 187650 |
| Interquartile range (IQR) | 93 |
Descriptive statistics
| Standard deviation | 3864.178023 |
|---|---|
| Coefficient of variation (CV) | 15.64132041 |
| Kurtosis | 1948.525276 |
| Mean | 247.0493489 |
| Median Absolute Deviation (MAD) | 29 |
| Skewness | 41.99159887 |
| Sum | 720890 |
| Variance | 14931871.79 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 469 | 16.1% | |
| 1 | 96 | 3.3% | |
| 4 | 75 | 2.6% | |
| 2 | 74 | 2.5% | |
| 3 | 64 | 2.2% | |
| 5 | 48 | 1.6% | |
| 9 | 44 | 1.5% | |
| 7 | 44 | 1.5% | |
| 6 | 37 | 1.3% | |
| 14 | 35 | 1.2% | |
| Other values (491) | 1932 | 66.2% |
| Value | Count | Frequency (%) | |
| 0 | 469 | 16.1% | |
| 1 | 96 | 3.3% | |
| 2 | 74 | 2.5% | |
| 3 | 64 | 2.2% | |
| 4 | 75 | 2.6% |
| Value | Count | Frequency (%) | |
| 187650 | 1 | < 0.1% | |
| 75330 | 1 | < 0.1% | |
| 29760 | 1 | < 0.1% | |
| 25107 | 1 | < 0.1% | |
| 21410 | 1 | < 0.1% |
Month
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.8 KiB |
| July | |
|---|---|
| September | |
| April | |
| May | |
| October | |
| Other values (7) |
| Value | Count | Frequency (%) | |
| July | 534 | 18.3% | |
| September | 325 | 11.1% | |
| April | 252 | 8.6% | |
| May | 252 | 8.6% | |
| October | 250 | 8.6% | |
| August | 246 | 8.4% | |
| December | 227 | 7.8% | |
| June | 192 | 6.6% | |
| March | 192 | 6.6% | |
| November | 183 | 6.3% | |
| Other values (2) | 265 | 9.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 5.934544208 |
| Min length | 3 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| TempExMax | SpatExMax | TempDist | SpatDist | Coverage | TimeLossCar | TimeLossHGV | Strasse | AnzGesperrtFs | Einzug | Richtung | Length | Duration | Month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 69 | 15183 | 0 | 0 | 18 | 1122 | 903 | A 9 | 1 | 2 | 1 | 0 | 18 | January |
| 1 | 69 | 15183 | 0 | 0 | 18 | 1122 | 903 | A 9 | 1 | 1 | 1 | 12729 | 47 | January |
| 2 | 69 | 15183 | 0 | 0 | 18 | 1122 | 903 | A 9 | 0 | 5 | 1 | 636 | 1 | January |
| 3 | 33 | 5301 | 0 | 0 | 17 | 1032 | 909 | A 9 | 1 | 2 | 1 | 41 | 0 | January |
| 4 | 33 | 5301 | 0 | 0 | 17 | 1032 | 909 | A 9 | 0 | 5 | 1 | 2603 | 45 | January |
| 5 | 33 | 5301 | 0 | 0 | 17 | 1032 | 909 | A 9 | 0 | 5 | 1 | 258 | 8 | January |
| 6 | 174 | 15432 | 0 | 0 | 88 | 1060 | 541 | A 7 | 1 | 1 | 1 | 1322 | 143 | January |
| 7 | 57 | 2210 | 0 | 0 | 38 | 1202 | 839 | A 70 | 1 | 2 | 1 | 3246 | 407 | January |
| 8 | 249 | 10225 | 0 | 258 | 100 | 1978 | 633 | A 71 | 1 | 1 | 1 | 1005 | 199 | January |
| 9 | 60 | 2056 | 0 | 0 | 68 | 1110 | 622 | A 70 | 1 | 2 | 0 | 0 | 62 | January |
Last rows
| TempExMax | SpatExMax | TempDist | SpatDist | Coverage | TimeLossCar | TimeLossHGV | Strasse | AnzGesperrtFs | Einzug | Richtung | Length | Duration | Month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2908 | 360 | 14063 | 0 | 0 | 84 | 1315 | 512 | A 3 | 1 | 2 | 1 | 0 | 3 | December |
| 2909 | 75 | 6554 | 0 | 0 | 45 | 1995 | 882 | A 3 | 1 | 1 | 1 | 1228 | 81 | December |
| 2910 | 75 | 6554 | 0 | 702 | 45 | 1995 | 882 | A 3 | 0 | 5 | 1 | 639 | 20 | December |
| 2911 | 81 | 2698 | 0 | 0 | 72 | 1048 | 823 | A 7 | 1 | 1 | 1 | 585 | 60 | December |
| 2912 | 81 | 2698 | 0 | 0 | 72 | 1048 | 823 | A 7 | 0 | 5 | 1 | 851 | 1 | December |
| 2913 | 60 | 12219 | 0 | 0 | 26 | 1090 | 859 | A 9 | 0 | 5 | 1 | 116 | 11 | December |
| 2914 | 60 | 12219 | 0 | 0 | 26 | 1090 | 859 | A 9 | 1 | 2 | 1 | 305 | 4 | December |
| 2915 | 60 | 12219 | 0 | 0 | 26 | 1090 | 859 | A 9 | 0 | 5 | 1 | 129 | 1 | December |
| 2916 | 60 | 951 | 8 | 0 | 60 | 1837 | 756 | A 96 | 0 | 5 | 0 | 52 | 25 | December |
| 2917 | 39 | 2218 | 0 | 0 | 49 | 1128 | 688 | A 73 | 1 | 2 | 1 | 1518 | 39 | December |
Most frequent
| TempExMax | SpatExMax | TempDist | SpatDist | Coverage | TimeLossCar | TimeLossHGV | Strasse | AnzGesperrtFs | Einzug | Richtung | Length | Duration | Month | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 46 | 189 | 1926 | 0 | 0 | 84 | 1105 | 630 | A 93 | 1 | 1 | 1 | 0 | 0 | September | 47 |
| 31 | 36 | 1014 | 0 | 92 | 78 | 1127 | 913 | A 3 | 1 | 2 | 1 | 0 | 0 | November | 29 |
| 45 | 177 | 8459 | 0 | 576 | 24 | 1189 | 798 | A 9 | 1 | 1 | 1 | 0 | 0 | September | 20 |
| 58 | 456 | 2226 | 0 | 576 | 45 | 1778 | 691 | A 9 | 1 | 1 | 1 | 0 | 0 | September | 19 |
| 38 | 111 | 1903 | 0 | 0 | 61 | 1937 | 680 | A 93 | 1 | 2 | 1 | 0 | 0 | August | 8 |
| 56 | 300 | 2908 | 0 | 0 | 86 | 1673 | 678 | A 96 | 1 | 1 | 1 | 0 | 18 | October | 8 |
| 12 | 15 | 2831 | 14 | 0 | 83 | 1467 | 739 | A 9 | 1 | 1 | 1 | 0 | 0 | July | 7 |
| 4 | 15 | 2831 | 6 | 0 | 83 | 1467 | 739 | A 9 | 1 | 1 | 1 | 0 | 0 | July | 6 |
| 10 | 15 | 2831 | 12 | 0 | 83 | 1467 | 739 | A 9 | 1 | 1 | 1 | 0 | 0 | July | 6 |
| 18 | 15 | 2831 | 20 | 0 | 83 | 1467 | 739 | A 9 | 1 | 1 | 1 | 0 | 0 | July | 6 |